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arxiv:2311.13141

Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Models

Published on Nov 22, 2023
· Submitted by akhaliq on Nov 23, 2023
Authors:
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Abstract

This is a technical report on the 360-degree panoramic image generation task based on diffusion models. Unlike ordinary 2D images, 360-degree panoramic images capture the entire 360^circtimes 180^circ field of view. So the rightmost and the leftmost sides of the 360 panoramic image should be continued, which is the main challenge in this field. However, the current diffusion pipeline is not appropriate for generating such a seamless 360-degree panoramic image. To this end, we propose a circular blending strategy on both the denoising and VAE decoding stages to maintain the geometry continuity. Based on this, we present two models for Text-to-360-panoramas and Single-Image-to-360-panoramas tasks. The code has been released as an open-source project at https://github.com/ArcherFMY/SD-T2I-360PanoImage{https://github.com/ArcherFMY/SD-T2I-360PanoImage} and https://www.modelscope.cn/models/damo/cv_diffusion_text-to-360panorama-image_generation/summary{ModelScope}

Community

Isn't it the same as "circular_padding” argument in “StableDiffusionPanoramaPipeline” https://github.com/huggingface/diffusers/pull/4025 ?

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